{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6a8ba2be-f45a-4d96-9d27-51a9bb7c2cac",
   "metadata": {},
   "source": [
    "# <span style=\"color: orange\">十二  菱形走势图</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52c946c0-bcee-4059-b982-394d9b8f4e59",
   "metadata": {},
   "source": [
    "### 筛选出每个产品的订单数量，计算它们在订单中的占比，绘制出菱形走势图，可以直观的看出哪个商品的销量占比大"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ca47fa8a-a9a2-48ae-bc7c-3159e5c4b2e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# ---------------------- 1. 数据读取与统计 ----------------------\n",
    "data = pd.read_excel(\"ERP订单数据.xlsx\")\n",
    "\n",
    "target_categories = {\n",
    "    \"裙子\": \"裙子\",\n",
    "    \"毛衣\": \"毛衣\",\n",
    "    \"卫衣\": \"卫衣\",\n",
    "    \"裤子\": \"裤子\",\n",
    "    \"夹克\": \"夹克\",\n",
    "    \"外套\": \"外套\",\n",
    "    \"T恤\": \"T恤\",\n",
    "    \"衬衫\": \"衬衫\"\n",
    "}\n",
    "\n",
    "# 统计各类别订单数量\n",
    "category_counts = {}\n",
    "for category, keyword in target_categories.items():\n",
    "    count = data[data[\"商品名称\"].str.contains(keyword, na=False)].shape[0]\n",
    "    category_counts[category] = count\n",
    "\n",
    "# 计算每个产品在总订单中的占比\n",
    "total_count = sum(category_counts.values())\n",
    "category_ratios = {category: count / total_count * 100 for category, count in category_counts.items()}\n",
    "\n",
    "# ---------------------- 2. 绘制菱形走势图（x轴连接菱形，无折线） ----------------------\n",
    "# 设置图片清晰度\n",
    "plt.rcParams['figure.dpi'] = 300\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 提取类别和占比数据\n",
    "categories = list(category_ratios.keys())\n",
    "ratios = list(category_ratios.values())\n",
    "\n",
    "# 创建画布，设置背景色为深蓝色\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "ax.set_facecolor('#0A1931')\n",
    "\n",
    "# 绘制菱形（不绘制折线），并从x轴（y=0）连接到菱形\n",
    "for i, (x, y) in enumerate(zip(categories, ratios)):\n",
    "    # 绘制从x轴到菱形的直线（深红色）\n",
    "    ax.plot([i, i], [0, y], color='#C62828', linewidth=2)\n",
    "    # 绘制菱形标记（深红色）\n",
    "    ax.scatter(x, y, marker='D', s=100, color='#C62828')\n",
    "\n",
    "# 在数据点上方添加百分比标签\n",
    "for i, (x, y) in enumerate(zip(x_pos, percentages)):\n",
    "    plt.annotate(f'{y:.1f}%', \n",
    "                xy=(x, y), \n",
    "                xytext=(0, 15), \n",
    "                textcoords='offset points',\n",
    "                ha='center', \n",
    "                va='bottom',\n",
    "                fontsize=11,\n",
    "                color='white',\n",
    "                fontweight='bold',\n",
    "                bbox=dict(boxstyle=\"round,pad=0.3\", facecolor='#1a2b4c', edgecolor='white', alpha=0.8))\n",
    "\n",
    "# 设置坐标轴刻度和标签\n",
    "ax.set_xticks(range(len(categories)))\n",
    "ax.set_xticklabels(categories)\n",
    "ax.set_xlabel('产品种类', fontsize=12, color='white')\n",
    "ax.set_ylabel('订单占比（%）', fontsize=12, color='white')\n",
    "ax.set_title('各产品订单占比菱形走势图', fontsize=14, color='white')\n",
    "\n",
    "\n",
    "\n",
    "# 设置坐标轴刻度颜色为白色\n",
    "ax.tick_params(axis='x', colors='white')\n",
    "ax.tick_params(axis='y', colors='white')\n",
    "\n",
    "# 移除边框\n",
    "ax.spines['left'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['bottom'].set_color('white')  # 保留x轴并设为白色\n",
    "\n",
    "# 添加横向网格线（白色虚线）\n",
    "ax.yaxis.grid(True, linestyle='--', color='white', alpha=0.3)\n",
    "\n",
    "# 显示图形\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "38226012-577c-430b-8ded-c41718d943a0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
